Arnaud Pouppeville Architect’s Notebook
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Data Engineering

A collection of 3 posts
Production ML Without a Data Science Team
Machine Learning

Production ML Without a Data Science Team

How a martech company shipped production ML with no data science team. Silver layer, AutoML, delta inference, and matchback validation to prove it works.
11 Apr 2026 7 min read
Medallion Architecture in Azure Databricks: The Practical Guide
Data Engineering

Medallion Architecture in Azure Databricks: The Practical Guide

A practical guide to Medallion Architecture in Azure Databricks — what Bronze, Silver, and Gold layers do, what they cost, and when skipping a layer makes sense.
20 Feb 2026 7 min read
How Z-Order Cut My Databricks ETL Time in Half
Data Engineering

How Z-Order Cut My Databricks ETL Time in Half

Z-Order cut my Databricks ETL from 1m40s to 50s per tenant. Here's why partitioning failed and how Z-Order works like a clustered index for Delta Lake.
20 Feb 2026 6 min read
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